My entire life, I thought I was going to be a Doctor just like my father.
 
Then in 2017, I realized it wasn't my passion.
 
So, I decided to end my pre-medicine college track.
 
But, before I could, I had to have a plan.
 
My dad grew his medicine practice by building relationships and grow by word of mouth.
 
These same relationships he built were the foundation for me to seek help and learn about other career paths.
 
So, I started calling his network.
 
The second call I made was to his financial planner, Timmy.
 
Timmy taught me that there's 3 things everybody thinks about before they fall asleep.
 
1st: Did I hurt anyone today? If so, you can talk to someone about that.
 
2nd: Am I healthy? If not, you can call your doctor tomorrow - that's my Dad.
 
3rd: Have I made the right financial decisions for my family? That's where I come in.
 
I'm okay with batting 3rd in that lineup.
 
Since that day, I've spent my time simplifying financial decisions for my clients.
 
How I can help you:

➡️Review every year because life happens and things change
➡️Feel confident to make difficult financial decisions
➡️Develop a simple, implementable financial plan
➡️Hold you accountable to your goals

My results:

➡️The best 1st year my agency has ever seen in its 130+ year history
➡️Rookie of the year 2021
➡️New Advisor of the year 2021
➡️Over 100 households (and counting) receiving my help & expertise

If you want to learn more about how I help my clients and see if we’re a fit, you can schedule on my calendar HERE👇🏼

Calendly.com/sallavanti/intro

Mando Sallavanti III

Freedom Path Wealth

Freedom Path Wealth is a financial planning firm built for top performers in Big Tech, especially those at Salesforce, Oracle, and Paycom.

We help high-earning account executives take control of stock compensation, manage variable income, reduce taxes, and turn peak earning years into lifelong financial freedom.

Whether you're navigating equity compensation, planning early retirement, or just tired of feeling like your money isn't working hard enough, you'll get a customized strategy and ongoing partnership built for your lifestyle.

Disclosures: Securities and investment advisory services offered through MML Investors Services, LLC, Member SIPC. Supervisory Office: 2 Bala Plaza, Suite 901, Bala Cynwyd, PA 19004. Tel: 610-766-3000. CA Insurance License #4148846. Domiciled in PA. Freedom Path Wealth is not a subsidiary or affiliate of MML Investors Services, LLC or its affiliated companies.

I am licensed to sell insurance in: AL, AZ, CA, DE, FL, HI, IL, IN, KY, MA, MD, MI, MN, MO, NC, NJ, NY, OH, PA, TN, TX, WI, WV, UT. CA Insurance License #4148846. Domiciled in PA.

Armando Sallavanti is registered to transact securities business in: AL, AZ, CA, DE, FL, GA, HI, IL, IN, KY, MA, MI, MD, MN, MO, MS, NC, NH, NJ, NY, OH, OK, PA, SC, TN, TX, UT, VA, WA, WI, WV and WY.

Founder and Financial Advisor

Followers to Fact Finders

Teaching growth-minded financial advisors to generate fact finders using LinkedIn without paid ads, ghostwriters, or awkward asks to their network.

Over the past 3 years, I've scaled my own advisory revenue by 100%+ using organic LinkedIn strategies, generating 1,000+ leads and over $1,000,000 in revenue while earning a Top 25 spot in financial planning fees at MassMutual in 2024.

Unlike marketing gurus teaching theory from the sidelines, I'm a producing CFP® sharing exactly what works in the trenches. 

My coaching community delivers:

- 2 monthly live group coaching calls with real-world strategy
- Complete LinkedIn system covering profile optimization, content strategy, and conversion frameworks
- DM templates and commenting strategies that build relationships, not resistance
- Lead magnet and email nurture systems designed specifically for advisors
- Community support from other growth-focused financial planners

This isn't about shortcuts or automation. 

It's how you build authentic relationships and position yourself as the obvious choice when prospects are ready to work with an advisor.

The result? 

Advisors who implement our system can stop hunting for clients and start attracting them, creating a predictable lead flow that scales their practice without burning them out.

Founder and Coach

Finseca

As a proud member of Finseca, an organization dedicated to advancing financial security for all, I’ve had the privilege of speaking on national stages at both the LAMP and Advanced Markets conferences. 

My talks focus on turning complex planning topics into real-life strategies that drive better client outcomes. 

Finseca brings together the most elite minds in the industry, and being invited to speak and contribute is both an honor and a reflection of the impact we’re making at Freedom Path Wealth.

Speaker and Member

The Outlier Project

I serve as T.O.P.’s personal finance advisor, speaking to the community multiple times a year and serving as the go-to resource on building wealth with intention. 

It’s an honor to give back to this tribe of outliers while helping members build real financial security in the process.

The Outlier Project is a private community of 700+ high performers across business, sports, military, and media - home to names like Heather Monahan, Brandi Chastain, Jason Redman, Layla Ali, and Jesse Itzler. 

Founded by Scott MacGregor, it’s a space where growth-minded leaders come to elevate their mindset, build elite relationships, and do extraordinary sh*t with extraordinary people.

T.O.P. Advisor

MassMutual Greater Philadelphia

Intern

Build generational wealth without the money stress | Financial Advisor for Big Tech (Paycom, Oracle, Salesforce) | Top 25 MassMutual Financial Advisor (2024)

Many people making $500k+ are still winging it.

And it’s costing them... big time.

The income’s there. 
The RSUs are vesting. 
The lifestyle looks great on the outside.

But behind the scenes? 

It’s messy:

→ No cash flow system
→ Surprise tax bills
→ Missed opportunities
→ Constant guilt they “should have it together by now”

That’s where I come in.

I help tech professionals at Oracle, Salesforce, and Paycom build a financial system that makes their money work harder without them working harder.

✅ We automate cash flow
✅ Optimize RSUs + ESPPs
✅ Turn commissions into passive income
✅ And bring everything under one clear plan

“We bought a vacation home in Mexico… and never could’ve done it alone.” – Sam**
“Now I have structure, peace of mind, and real momentum.” – PJ***
“I finally feel financially stable and confident.” – James****

This isn’t cookie-cutter. 

This is custom strategy, real results, and someone in your corner every step of the way.

If you’ve outgrown basic advice and want something that actually matches your income level, we should talk.

Message me PLAN for more details.

📩 Not ready? Get my free emails: https://mailchi.mp/financialguide/newsletter


*All testimonials above are current clients and were not compensated for their testimonials. Their testimonials may not be representative of the experience of other clients and is not indicative of future performance or success. 
**CRN202705-8760411 
***CRN202705-8760450 
****CRN202705-8760433

Mando Sallavanti III, CFP®, CEPA, ChFC®

Adway

- 39 ATS analysis & reporting to clients; improving renewal success by 70%
- Automated monthly sales reports with Python, saving 15 hours per month. 
- On our way to 100M ARR in 2025, leveraging data and tech.
- Tech stack: M365, Excel, Python, PowerPoint, Loom

Data Scientist & BI Consultant

Alterfy

Advising the software and data team in building a robust SaaS web app leveraging AI,  analytics, and data. Perform data analyst and data scientist tasks by measuring KPIs and building machine learning models.

AI & Tech Advisor

ROCK

- Led the BI using tools like BrightGauge, PowerBI, and HaloPSA to create and update over 200 reports and dashboards.
- Managed the data transition for an MSP used internally called HaloPSA which delivers a 5x growth to the company.
- Data engineering, and data science work on Microsoft Fabric (pipelines, Lakehouses, Warehouses, Notebooks...)
- Data consulting in data projects for clients.

Data Scientist

Kadogoodiz

Head of data science and analysis with the goal of fetching, cleaning, analyzing, and reporting data to senior partners.

Uhubs

+ Analyzing the data sets to extract insightful information (Python, Pandas).
+ Cleaning and feature engineering on data sets.
+ Integrated natural language processing (NLP) to analyze textual data (nltk, stemming, tokenizing).
+ Visualized insightful information (Matplotlib, Seaborn, Plotly)
+ Deep research on benchmarking to increase sales workflow.
+ visualizations and reporting

Consultant Data scientist

Riad coaching

Performance Coach

Setexam – The Agar Specialists

+ Maintained databases using MySQL
+ Handled part of the AWS infrastructure and migration from on-premises to the cloud
+ Cleaned data prior to training and analysis using Python (Pandas, NumPy)
+ Visualized important metrics and outputs using Matplotlib and Seaborn
+ Been part of the machine learning team and made sure to apply best practices and optimize the code.

Assistant data scientist

+ Designed maintenance software ‘Coswin 7’ and trained technical staff to use it for preventive and corrective maintenance.
+ Trained a newly hired maintenance technician to manage and use Coswin 7 for troubleshooting and effective use.
+ Automated part of the process concerning the dosing and transfer of chemicals for cleaning purposes using Allen Bradley API language.
+ Supervised and visualized in real-time the automated process via RSLogix 500.
+ Worked with IO-Link, a modern technology of sensor/actuator that was added to the company’s workflow.

Engineer Intern

Syndic8

Collective created with a bunch of friends in 2015, eager to grow the Moroccan musical scene. 
As a co-founder and musician I dealt with :

+ 10+ High-quality events all over Morocco
+ Booking 16 International renowned artists. 
+ Budgets ranging from 1000-13500£.
+ Communication over Facebook and Instagram + Ads
+ Performing live as a professional around Morocco and France

Co-Founder

+ Exploring the industrial world, API's, sensors, programs, servers, machines, supervision, maintenance...

Stagiaire en ingénierie industrielle

🤖Data Scientist | Turning Raw Data into Money Generating Insights | Data-led Growth for Your Business 🚀

Freelance Data Scientist | ML Engineer | SQL | Python | Power BI | MLOps

Data analytics and Machine learning models built 5X faster - no quality compromise. Worked with 14 clients in 7 different industries in the last 3 years. Helped current company scale to $5M+ ARR. Featured TOP RATED PLUS talent on Upwork in 2025 with 100% job completion and satisfaction.

My Toolkit:
- Data analytics: Python, SQL, Excel
- ML Engineering: FastAPI, AWS, Streamlit, great_expectations
- Data visualization: PowerPoint, PowerBI, Plotly, Matplotlib
- Data modeling: Scikit-learn, TensorFlow, Keras
- MLOPs: CI/CD (GitHub Actions), Docker
- Additional tools: Notion, n8n, Canva, Git/GitHub

My Stats:
- 5-stars reviews on 99% of projects delivered.
- 100% Job Success Score for on-time, budget delivery.
- Helped scale currently business to $5M ARR with ATS analysis & Reporting.
- 1 year TOP RATER PLUS on Upwork.
- 1200 hours billed.
- $40k+ earned.

What You’ll Get Working With Me:
- A data analyst who is a real problem solver.
- Quick responses (within the hour on working hours)
- Clean, maintainable code and detailed documentation
- A clear “NO” if something isn’t feasible; no wasted time
- A well-crafted report or dashboard as per the requirements

My clients think:
- "Anas is great and highly knowledgeable. He is passionate about solving data science challenges and has helped me significantly streamline some of my processes, enabling better scalability.
- "Anas, was prompt and thorough and I would def use him again in the future."
- "Anas is great to work with. He made the job so fluid and his knowledge of data science makes him someone worth listening to. I’m glad I chose him for my small business. I’m looking forward to what’s coming next, and I would definitely hire him again."

Popular Clients & Products:
- Uhubs: Financial company based in London
- AllAboutGroup: Law recruitment firm based in London
- Growth Dynamics: Marketing and data strategist based in London.
- Adway: Tech and recruitment company based in Gotheborg, Sweden

About me:
- Football fan since I can remember (Real Madrid fan)
- Tennis lover and practitioner (one-handed backhand style)
- Mangas fan (One Piece, Naruto, Bleach)
- Travel addict (South Asia, Europe, Africa, America (soon))
- Reading is something I enjoy as much as coffee (oat latte fan recently)

-----

YouTube Channel
→ GO HERE: https://www.youtube.com/anas_riad

Request services via LinkedIn or Email below:
r.riadanas@gmail.com

Anas Riad

You're not a Data Scientist until you’ve…

✅ Trained a model with 95% accuracy... on the training set.
✅ Spent 3 hours cleaning data and named the file final_v2_FIXED.csv.
✅ Used random_state=42 like it’s a sacred ritual.
✅ Added one-hot encoding... and accidentally created 500 new columns.
✅ Forgot to scale your features and blamed the model.
✅ Made a beautiful plot… that no one understood.
✅ Built a classifier for an imbalanced dataset… and forgot to check class balance.
✅ Used a model in production that you still don’t fully understand.

♻️ Repost if you’ve checked at least one.

Hi, I’m Anas, and I always forget to check for data leakage 😂

Data Scientist & BI Consultant @Adway • ML Engineer • YouTube @ Anas Riad

Generative AI is shifting fast.

These are the skills companies are already hiring for.

Been reading “Learn Mistral” by Pavel Cherkashin, and wow!

This book goes way beyond Mistral.

Yes, it walks you through how to run and build with Mistral models…
But what I really liked?

It gives you the practical GenAI foundations every builder needs right now.
No fluff, no hype, just theory + code that actually works.

Here’s a quick breakdown of what’s inside:

🤖 Local LLMs
→ How to run Mistral models locally (e.g. via Ollama)
→ Getting started with manifests, weights, and custom prompts

🧠 Tokens & Parameters
→ Understand logits, softmax, temperature, top_k…
→ Why your model outputs what it outputs

🔍 Embeddings
→ How to build your own with PyTorch or SentenceTransformers
→ Semantic search, clustering, and similarity scoring

🛠️ Agents
→ Build your own agent using the Mistral API
→ Or use n8n to drag, drop, and automate the smart way

🔎 RAG (Retrieval-Augmented Generation)
→ Covers retrieval, indexing, chunking, and generation
→ Includes real examples, not just concepts

💻 Code Assistants
→ Use Mistral inside VS Code as your coding buddy
→ Tips for better prompting and context windows

🔐 AI for Security
→ Detect anomalies, threats, and geo-based patterns
→ Use GenAI for real-world security use cases

☁️ Cloud Deployments
→ How to run Mistral on AWS (Bedrock) and GCP (Vertex AI)
→ Permissions, endpoints, and integrations that work

-- -- -- 

This book will help you start your GenAI journey.

📌 Save this for your next project.
♻️ Share this to help your network in data.

10 Must-Know Data Analytics Tips 

(from combined 8+ years of experience)

1- Fix column types before merging
2- Use .info() and .describe() early
3- Deal with missing values
4- Use .assign() for method chaining in EDA
5- Group By summary and aggregation
6- Pivot tables for multidimensional summaries
7- Simple bar chart with Plotly
8- Apply log transform for skewed data
9- Time-based analysis (Time series)
10- Detect and visualise correlation clusters

What would you add?

♻️ Save this carousel and repost with your network to benefit

PS: Collab with Cornellius Yudha W., give him a follow 🌟

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Mando Sallavanti III, CFP®, CEPA, ChFC®

Anas Riad

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The Battle

Mando Sallavanti III, CFP®, CEPA, ChFC®

Anas Riad

Followers

Posts

Engagements

Likes

Performance Score.css-goub6s{font-size:var(--chakra-fontSizes-md);font-weight:500;color:var(--chakra-colors-gray-600);display:block;margin-top:var(--chakra-space-1);}Anas Riad's LinkedIn Performance

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